We dream of a world where the expertise of the best doctors is available to everyone.

Medicine has made extraordinary progress. We understand the body better than ever, and we can treat diseases that were death sentences a generation ago. Yet getting the right care is still difficult, expensive and slow.

Some diseases still cannot be cured, no matter how much money you have. And for the ones we can cure, people in many parts of the world still die because care never reaches them. We believe that should not happen.

Today, when someone feels unwell, what happens next depends on everything except how sick they are. Where they live. What they earn. Which language they speak. Who they know. Whether that specialist has time.

The same symptoms can mean a quick recovery for one person and a lifetime of consequences for another. We don't think this is enough.

We imagine a world where every disease has a medicine made for it. A world where no one dies of a disease we could have cured. A world where the best doctor in the world is as easy to reach as making a phone call.

Our work focuses on AI for medicine and biology.

We train medical AI agents with reinforcement learning in simulated patient encounters. Our agents hold competing diagnoses, choose the questions and tests that tell them the most, and change their minds as evidence arrives. We optimise the whole diagnostic journey for accuracy, safety and cost, then test whether it holds up in real clinical practice. Fewer unnecessary tests. Scarce expertise that goes much further.

We also build reinforcement learning for disease research, so that new medicines can be found faster.

We are a small team of researchers and engineers who grew up in places where quality healthcare wasn't within everyone's reach. our team includes people who have raised multi-million-dollar funds, worked with governments and taken products from zero to millions of users, all before turning 25.

If this is the work you want to do, we'd love to hear from you.

write to us.
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